{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import *\n",
    "from collections import Counter\n",
    "import seaborn as sns\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "IMAGE_DIR = 'image_contest_level_2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def disp2(img):\n",
    "    cv2.imwrite('a.png', img)\n",
    "    return Image('a.png')\n",
    "\n",
    "\n",
    "def disp(img, txt=None, first=False):\n",
    "    global index\n",
    "    if first:\n",
    "        index = 1\n",
    "        plt.figure(figsize=(16, 9))\n",
    "    else:\n",
    "        index += 1\n",
    "    plt.subplot(4, 3, index)\n",
    "    if len(img.shape) == 2:\n",
    "        plt.imshow(img, cmap='gray')\n",
    "    else:\n",
    "        plt.imshow(img[:,:,::-1])\n",
    "    if txt:\n",
    "        plt.title(txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* [转灰度图](http://docs.opencv.org/master/df/d9d/tutorial_py_colorspaces.html)\n",
    "* [二值化](http://docs.opencv.org/master/d7/d4d/tutorial_py_thresholding.html)\n",
    "* [直方图均衡](http://docs.opencv.org/master/d5/daf/tutorial_py_histogram_equalization.html)\n",
    "* [中值滤波](http://docs.opencv.org/master/d4/d13/tutorial_py_filtering.html)\n",
    "* [开运算](http://docs.opencv.org/master/d9/d61/tutorial_py_morphological_ops.html)\n",
    "* [轮廓查找](http://docs.opencv.org/master/d4/d73/tutorial_py_contours_begin.html)\n",
    "* [边界矩形](http://docs.opencv.org/master/dd/d49/tutorial_py_contour_features.html)\n",
    "\n",
    "参考链接：\n",
    "\n",
    "* http://docs.opencv.org/master/df/d9d/tutorial_py_colorspaces.html\n",
    "* http://docs.opencv.org/master/d7/d4d/tutorial_py_thresholding.html\n",
    "* http://docs.opencv.org/master/d5/daf/tutorial_py_histogram_equalization.html\n",
    "* http://docs.opencv.org/master/d4/d13/tutorial_py_filtering.html\n",
    "* http://docs.opencv.org/master/d9/d61/tutorial_py_morphological_ops.html\n",
    "* http://docs.opencv.org/master/d4/d73/tutorial_py_contours_begin.html\n",
    "* http://docs.opencv.org/master/dd/d49/tutorial_py_contour_features.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1lc1XslEYbH/U4fMAQMwTl3A85mmGd2A9Dks34T7S8q2xy7+Ud28CmCxLgakj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\neIQFjEWo+Tz/A5CNYj90daFPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y5LSpufK3p+fO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\n4iSpJEmSJEmSJEmSpIry/9Ny20oLvEnAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f24e45ad450>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 932
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot(index):\n",
    "    global img, gray, b, eq, bw, m1, m2, r, roi\n",
    "    img = cv2.imread('%s/%d.png'%(IMAGE_DIR, index))\n",
    "    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    eq = cv2.equalizeHist(gray)\n",
    "    b = cv2.medianBlur(eq, 11)\n",
    "    \n",
    "    m, n = img.shape[:2]\n",
    "    b2 = cv2.resize(b, (n//4, m//4))\n",
    "\n",
    "    m1 = cv2.morphologyEx(b2, cv2.MORPH_OPEN, np.ones((7, 40)))\n",
    "    m2 = cv2.morphologyEx(m1, cv2.MORPH_CLOSE, np.ones((4, 4)))\n",
    "    _, bw = cv2.threshold(m2, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "    \n",
    "    bw = cv2.resize(bw, (n, m))\n",
    "\n",
    "    r = img.copy()\n",
    "    img2, ctrs, hier = cv2.findContours(bw, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "    for ctr in ctrs:\n",
    "        x, y, w, h = cv2.boundingRect(ctr)\n",
    "        cv2.rectangle(r, (x, y), (x+w, y+h), (0, 255, 0), 10)\n",
    "    x, y, w, h = cv2.boundingRect(np.vstack(ctrs))\n",
    "    \n",
    "    disp(img, 'raw img', 1)\n",
    "    disp(eq, 'eq')\n",
    "    disp(b, 'blur')\n",
    "    disp(m1, 'm1')\n",
    "    disp(m2, 'm2')\n",
    "    disp(r, 'rect')\n",
    "    \n",
    "    # 微调三个公式\n",
    "    d = 10\n",
    "    imgs = []\n",
    "    sizes = []\n",
    "    for i, ctr in enumerate(ctrs):\n",
    "        x, y, w, h = cv2.boundingRect(ctr)\n",
    "        roi = img[max(0, y-d):min(m, y+h+d),max(0, x-d):min(n, x+w+d)]\n",
    "        \n",
    "        x = b[max(0, y-d):min(m, y+h+d),max(0, x-d):min(n, x+w+d)]\n",
    "        _, x = cv2.threshold(x, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "        _, x, _ = cv2.findContours(x, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "        x, y, w, h = cv2.boundingRect(np.vstack(x))\n",
    "        roi2 = roi[y:y+h,x:x+w]\n",
    "        imgs.append(roi2)\n",
    "        sizes.append((w, h))\n",
    "    \n",
    "    # 连接三个公式\n",
    "    sizes = np.array(sizes)\n",
    "    img = np.zeros((sizes[:,1].max(), sizes[:,0].sum()+len(sizes)-1, 3), dtype=np.uint8)\n",
    "    x = 0\n",
    "    for a in imgs[::-1]:\n",
    "        w = a.shape[1]\n",
    "        img[:a.shape[0], x:x+w] = a\n",
    "        x += w + 1\n",
    "    \n",
    "    return disp2(img)\n",
    "    \n",
    "plot(56044)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gui9FBQFey1ery0/3nKb5xexcQlXhHWVd/2lttWQ3jXo9ynIjbV1X+voQy2Lb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\nTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y/haxm+nmsetz4qLR3wsAAAAQJor8bWJdBf710UzF8GaK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jFnwcts3LSJPQcMoDY/UbPbUFPBmnXrWLDoDYqSRe87nprHBx+uYfnqVZw47kgAXn93KQfutTf5\n+dsPqFJc3AuAbvkF9CgqonJjOctXraJHURGD+/Wnf79+XHf2cM46YQpnTjiGx555ksMPL+HNDWuB\nRO/7e19+rn59P/vjHzn6UyU8/PRTbCkv32G/rlm3jgmHHc4effvu8Fyqa269ha+fPI1+ffpw+lFH\nEwL84o83csaxx3HS+AlMKjmMYYMGNfn64ff02+n6O4sX//OZVr3+hA9uTVNLEnJ2uJ4QQpsX0jt7\nsbqt9l9n32+SJCn9sqWDhCRJUnsJIQwCfgh8DhgKrAAeBn4WY1zZILYQuByYkYxdCcwErooxVjSI\nzQO+A3wV2AdYB9wH/EeMcUNr292rV0+OPmwMS95dTveUm7v+4IwvUF1ds13s9MnH1//7a9OmsXj5\ncg7+2AH1y844/oT6f49c049HfzwHgAnf/jQkVz1qxL6sL9tA3+I+9bF5eXkMHvDRjXU/86kx3PnI\nI6yqLad6WxUAnz9mMnc8/hhbNm3l/JM+B8DUw47gjif+xnvvv8clZ32Zom7duHD65xt9n5P2G7Xd\n4/NOnUZhQeJGvKMP+iTX3TWTcaMSMWWbNjF+zDiKuhVSkLxPAHw0bHjZho0MGTCAfy1ezMoN6xu9\nKe5fnpzHBaec3mhbUl36pS/X/7uoqAcDevTm+DOOoaa2lj/8+U7WbdrEyNEHNfn6Zaev2+U2OoPD\nr/50ppuwnZCOLxshhNOB84ExQE/gDeC/gJkxZQMhhD7A1cA0oD+wDPh/wH/HGGsbrLPZB5fdaG9p\nSUlJSWlpaWtW06YKCgqora3N6V5Vdf91QghUVVVluDXZbfToxC/fpaWlufsfSpLUbNmU24UQSoGS\n/Pz8Xca2Vmvz5ly9OXDD/dalSxdzu1Ywr5MkNUcIoSfwPPAJ4H5gITAKmAq8DoyLMW5OiX8AOBl4\nAngWKAGmkPhR4OQGOeCvgQuB+cBsYD/gjOTjo3Y3twshlFJCSc3LZbvz8t2y5q0P2bJu6y7jXp/1\nRpts/xNTRja6fFvFNp5f+DqTDi0B4JmXXmLk/vvz95Vr2Lh8CV84fkqjr1v09luUvrucaWOPoqhb\nt+2e27qtnO7ddiz+t9Ta9espKCykV/fuAOw37mAAlrzwj1att6l9XDz0Cso+uHK31tnU/m1oxNhh\nu7X+1jpszAQASktfaXVe1+qe/CGEmSS+rC0CbgUicDpwG3AQcGkyrgB4nMSXxQeBfwITSXxh3Ae4\noMGq7+Kjg8sdJA4u/wEcHELY7uDSGVVWVu46SJIkKc2yMbcrKSmhI3feAMjPz8/Zzhu5+r4lScqw\nM4BPkuhQcUXdwhDCT4DLgOnAzcllx5HI0+4FptflZSGE/wG+QeKHgfuTyw4Avg38HTg6xliVXD4f\nuCYZ/6vWNLxLKG7Ny1vmgF2HALDrYezTb0LT278skZLvaFzd8+2vtYXypl//mVatN1ekY7ieG4F/\nAL+IMVYDhBCuJvGr4L+HEP5PjLEM+BKJL4G/jDF+LxmXR+JL4bdCCDfGGBcklzf74CJJkqS0Mrdr\nA/ZclyRJ7axuYPSXGix/MTlPHZj9zOT8vxp0vPg5iVztS3yUq00HAvCrugJ/0m+AHyVjW1Xkl9Ry\nrS7yxxjnAfMaLFsXQpgLnA2MBF4g5YCRElcbQrgWOBH4IrAg+VRLDi6SJElKE3M7SZKkTuHvyXnd\nkDt1TkrOn0pZNgaoBra7NDLGuDyE8C5wVIPY1PXXxZYne/N/OoTQPca46zFwGlHCIbwUn9ydl0pZ\n6Y2lm3cd1AxteePd3sn5xuR8DLA8xriiQdwLJA4kDQ8YzT24NCk5RmtjmjcgkyRJkupkNLczr5Mk\nSWq+GOPTIYQ/Ad8MIeQDvwO+ReJmuVfHGF9OCR8OrGnQM7/OcuCoEELP5Bj+w5PL328iNgD7Aq81\n1TbzOukjI0f0TMt62qTIH0LoBXwaeBtYGELoDRSTuMnHdmKMlSGEVSRu0lGnJQcXSZIktSFzO0mS\npKx0HlBLorD/1eSyr8UY/9Agrhewtol11OVnvZP/7gVUxxgbu5lkaqykdtRWPfkvJzH218Uxxpj8\nYgiwpYn4zcDAlMctObg0KcY4urHlyV8MS3b2WkmSJNXLeG5nXidJktRiVwBfBv5GYjjGC4FfhRBq\nY4w3psTFxl7chJbENr6CNOd1d5x2PDPufay1zcq4UUfN51/PmtZq9+Sle4UhhFOBi4H7Yow3Jxe3\n9ADQ6gOGJEmSWs/cTpIkKfuEEL5N4ka418UYj4sx/gw4AHgM+GMIYUZK+EagRxOrqhtLZFNKbNcQ\nQkEzYttFZyjwAxb41SppLfKHECYBM4FXga+kPFU3duvODhipB4CWHFwkSZLUBsztJEmSsta3gRXA\nZXULYowbgRnAGuBnKbFLgAHJsfsbGgasjzFuSokF2LOJWEgMxyipHaWtyB9COBx4AHgPOCF54AAg\nOb7qaho5ACR/+RsELEtZ3JKDiyRJktLM3E6SJCmrDQM+iDHWpC6MMW4DPgAGpyx+lsSQ3mNSY0MI\newN7Ay82iAUY1yC2iMRQO2/GGDek4w1Iar60FPlDCAcBs4B1wLExxlWNhD0LDAshDGmwfCyJA0nD\nA0ZzDy6SJElKI3M7SZKkrPcG8MkQwoGpC0MIhwGjgNKUxbcl598LIYSU5T9Izu9MWXYXsA24qEEH\njgtIXLmZGtvuPrP//ZncvLLc6PHfyXQTdluri/whhP2BOUA5cEyMsalLcm5Nzi9OeW0ecEnyYepB\noCUHF0mSJKWJuZ0kSVKncDmQD7wUQrgxhPDTEMLtwNNAFSk5XIxxAXADcBowL4TwkxDCo8A3geeA\n21NiV5K4oe9Y4IXkeu8ErgEWA//dLu+uCXMWT9ut182c8bs0t0TZqPSpX2W6Cbuta2teHELoReIO\n3YNJfHmbsf33NgCWxRhvI3G596PAd0MI+wH/BCYBRwF3xxifqHtBjHFBCOEG4BskDi7PAKOBKTQ4\nuEiSJCk9zO0kSZI6hxjjQ8n7K10CTAWKgQ+BvwBXxRiXNHjJBSSGWzw/+Zo1wPXAZTHG6gbrvjaE\nsA64iMSPBRtIdAC5NFuH6jnrjm9luglSq7SqyA/swUc31fhiEzFPArfFGGMI4TTgSuALJL7UvZd8\nfHUjr2v2wUWSJElpYW4nSZLUScQYnwKeamZsLYne+Nc0M/6PwB93v3WS0qlVRf4Y41Jgh+5dO4nf\nBlyanHYV26KDiyRJklrH3E6SJEmSsk9abrwrSZIkSZIkSe2l/y03ZboJUodhkV+SJEmSJElSVvnw\ny+dmuglSh2GRX5IkSZIkSZKkLGWRX5IkSZIkSZKkLGWRX5IkSZIkSVJOOfzsJzLdBCltLPJLkiRJ\nkiRJyikv3j4x002Q0sYivyRJkiRJkiRJWcoivyRJkiRJkiRJWcoivyRJkiRJkiRJWcoivyRJkiRJ\nkiRJWcoivyRJkiRJkiRJWcoivyRJkiRJkiRJWcoivyRJkiRJkiTtxHU/vT7TTVAWunDM/e2ynRBj\nbJcNdSQhhLVFRUX9Pv7xj2e6KVK7WLhwId26dWPdunUh022RJCmdzOuUa8zrJEmd1Ud53QGZbkq7\nWL10CQNH7JfpZihp4eub+fgneqZ9ve8uLGPvjxc3vs2Fi+jWrZB169a3Oq/L1SJ/BdAFeDXTbclB\nI5PzNzLaitxzCFATYyzMdEMkSUon87qMMq/LDPM6SVKnZF7XaZkzNm0EsDHGuE9rV9S19W3JSq8B\nxBhHZ7ohuSaEUAru+/ZWt98lSeqEzOsyxLwuM8zrJEmdmHldJ2TO2D4ck1+SJEmSJEmSpCxlkV+S\nJEmSJEmSpCxlkV+SJEmSJEmSpCxlkV+SJEmSJEmSpCxlkV+SJEmSJEmSpCwVYoyZboMkSZIkSZIk\nSdoN9uSXJEmSJEmSJClLWeSXJEmSJEmSJClLWeSXJEmSJEmSJClLWeSXJEmSJEmSJClLWeSXJEmS\nJEmSJClLWeSXJEmSJEmSJClLWeSXJEmSJEmSJClL5VSRP4RQGEL4aQjh7RDCthDC0hDC1SGEwky3\nLZuFEI4PIawJISxt4vlm7/cQQl4I4bshhIXJ2A9CCL8LIfRp8zeSRUIIp4cQZocQPkzup1dCCGeH\nEEKDuD4hhN+GEN5Lxr0ZQvheCGGHz76fD0lSNvG81TbM69qfeZ0kKdd53soeyTwkNjKtbBDXojww\nhPDlEMKCEEJ5Mhe9PYQwtH3eVecQYoyZbkO7CSE8AJwMPAE8C5QAU4CHgZNjLu2MNEh+obgCuAyo\nAT6IMY5oJK7Z+z2E8GvgQmA+MBvYDzgj+fioGGNF272j7BBCmAnMABYBjwAROB0YBlwbY7w0GVdA\nYn+PAR4E/glMBI4CfhdjvKDBev18SJKyhuet9DKvywzzOkmSPG9li2QHhAoSecudDZ7eHGP8VUps\ns/PAEMK/A78E3gLuBQYBZwErgNExxrVt9Z46lRhjTkzAcSSS5ntI/riRXP4/yeXTMt3GbJqAPsCc\n5L67msSBeGlr9jtwAFALvADkpyy/JBn7nUy/744wAccAlwJdU5b1A1YClUBxctn5yf32i5S4PBIn\nyQh8anf+Tk5OTk5OTpmePG+lfX+a12Vu35vXOTk5OTnl9OR5K3umZI4SgRt2EdfsPBAoBjYB7wC9\nU5afkYz9Vabfd7ZMuTRcz5nJ+X/F5P+WpJ8n519q5/Zkuy0kPmxfjjH+507iWrLfpwOBxAe4KmX5\nb5Lb828ExBjnxRiviTFWpyxbB8wF8oGRycX1+z4lrha4Nvnwiymr9fMhScomnrfSy7wuQ8zrJEny\nvJVFBiXn7+0iriV54IlAT+D3McaNdQtjjHcBbwNnNTY0oXaUSztpDFANlKYujDEuB94lcamrminG\nWB1jPD7GeOsuQluy38ck539vEFtO4nKeQ0MI3VvV8M6td3Jed1AcAyyPMa5oEPcCib9Jw33v50OS\nlC08b6WReV2HZF4nScoVnreyx+Dk/IMQwuAQwrAQQrdG4lqSBzYam/Qs0B84sHXNzg25VOQfDqxp\n8AtSneXAwBBCz3ZuUy5oyX4fnpy/30RsAPZNfxOzXwihF/BpEr9yLgwh9CZxydMO+zLGWAmsIjEe\nWh0/H5KkbOJ5KzPM69qBeZ0kKcd43soedT35byQxXv4yYGMIYVYIYVRKXEvywF3FwvZ5jprQNdMN\naEe9gKZu1LA5Oe+d8m+lR0v2ey+gOvllZWex2tHlJMZGuzjGGJNfDiFxGVRjNgMDUx77+ZAkZRPP\nW5lhXtc+zOskSbnE81b2mAX8iMSVhqtJ9LI/FpgKHBFCGBdjfIOW5YE7y3PMGVsgl4r83ok7M1qy\n3/0b7YYQwqnAxcB9Mcabk4tbui/d95KkbOJ5KzPM69qYeZ0kKQd53soSMcYNwE8aLP5NCOES4Brg\nKj66YW6zV5um5uW8XBquZyPQo4nn6i772dRObcklLdnvG4GuIYSCZsQKCCFMAmYCrwJfSXmqbvzW\nne371H3p50OSlE08b2WGeV0bMq+TJOUoz1vZ79dADTA++bgleeDO8hz//i2QS0X+JcCAEEJ+I88N\nA9bHGP1Pk34t2e9LkvM9m4iFj8bjynkhhMOBB0jc1fyEBnch30zi0qkd9mXyIDuIxNhpdfx8SJKy\nieetzDCvayPmdZKkHOZ5K8vFGCuAMqAwuagleWBzYpc18pwayKUi/7Mkhicak7owhLA3sDfwYiYa\nlQNast+fTc7HNYgtAkqAN5OXBuW8EMJBJMZCWwccG2Nc1UjYs8CwEMKQBsvHkvibNNz3fj4kSdnC\n81ZmmNe1AfM6SVKO87yV5UIIA4A9+Khg35I8sNHYpCNJjMu/MK0N7qRyqch/W3L+vRBCSFn+g+T8\nznZuT65oyX6/C9gGXNTgF9wLSFy2498ICCHsD8wByoFjYoxN9YK7NTm/OOW1ecAlyYep+9PPhyQp\nm3jeygzzujQzr5MkyfNWtgghHNrgb1SXj/w8+fAvyXlL8sA5wErgayGE+hvsholoHREAAAI3SURB\nVBCmA/sB98YYq9L6RjqpEGPu3N8ghPA/wDeAJ4BngNHAFOA5YEKMsTpzrctuIYQngBExxhGNPNfs\n/Z5ys475JHo07U/iph1LgDG53uMrhNALeI3EJUu3AYsaCVsWY7wteeB9GPgsicu//wlMAo4C7o4x\nntFg3X4+JElZw/NW2zGvax/mdZIkJXjeyg4hhPtJXHExD1gKFAPHAKOAp4DPJIfuaVEeGEI4k0Th\n/y3gXmAgcDaJsfhLdtIJQilyrcifB3wfOJ9EMr2GxH+eyxzfq3V28WWwRfs9hHA+cBHwMWADiYPB\npU1cupxTQggjgHd2EfZkjHFiMr4bcCXwBRLjtb5H4kvk1Q1/CfXzIUnKJp632o55Xfswr5MkKcHz\nVnYIIRwPXEhiyJ0BJK5EfB2YCdzQSD7S7DwwhDAV+E/gk8n1PpGMXdxW76ezyakivyRJkiRJkiRJ\nnUkujckvSZIkSZIkSVKnYpFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJ\nkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFf\nkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQs\nZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQsZZFfkiRJkiRJkqQs9f8Brt6HPZ0B\nHVMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25004ae1d0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 280,
       "width": 764
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 11019, 47277, 56044\n",
    "plot(11019)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
